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Add task_filter to Objective.get_top_tasks()

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allegroai 2021-07-23 16:03:27 +03:00
parent 94829dd199
commit d1f377d5f2
1 changed files with 5 additions and 4 deletions
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clearml/automation/optimization.py
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@ -177,18 +177,19 @@ class Objective(object):
# normalize value so we always look for the highest objective value # normalize value so we always look for the highest objective value
return self.sign * objective return self.sign * objective
def get_top_tasks(self, top_k, optimizer_task_id=None): def get_top_tasks(self, top_k, optimizer_task_id=None, task_filter=None):
# type: (int, Optional[str]) -> Sequence[Task] # type: (int, Optional[str], Optional[dict]) -> Sequence[Task]
""" """
Return a list of Tasks of the top performing experiments, based on the title/series objective. Return a list of Tasks of the top performing experiments, based on the title/series objective.
:param int top_k: The number of Tasks (experiments) to return. :param int top_k: The number of Tasks (experiments) to return.
:param str optimizer_task_id: Parent optimizer Task ID :param str optimizer_task_id: Parent optimizer Task ID
:param dict task_filter: Optional task_filtering for the query
:return: A list of Task objects, ordered by performance, where index 0 is the best performing Task. :return: A list of Task objects, ordered by performance, where index 0 is the best performing Task.
""" """
task_filter = deepcopy(task_filter) if task_filter else {}
task_filter = {'page_size': int(top_k), 'page': 0} task_filter.update({'page_size': int(top_k), 'page': 0})
if optimizer_task_id: if optimizer_task_id:
task_filter['parent'] = optimizer_task_id task_filter['parent'] = optimizer_task_id
order_by = self._get_last_metrics_encode_field() order_by = self._get_last_metrics_encode_field()